Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	161
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.8 KiB
Average record size in memory	291.1 B

Variable types

Numeric	21
Categorical	2

Alerts

`Market Cap(in B USD)` is highly overall correlated with `Revenue` and 11 other fields	High correlation
`Revenue` is highly overall correlated with `Market Cap(in B USD)` and 8 other fields	High correlation
`Gross Profit` is highly overall correlated with `Market Cap(in B USD)` and 8 other fields	High correlation
`Net Income` is highly overall correlated with `Market Cap(in B USD)` and 13 other fields	High correlation
`Earning Per Share` is highly overall correlated with `Net Income` and 4 other fields	High correlation
`EBITDA` is highly overall correlated with `Market Cap(in B USD)` and 12 other fields	High correlation
`Share Holder Equity` is highly overall correlated with `Market Cap(in B USD)` and 6 other fields	High correlation
`Cash Flow from Operating` is highly overall correlated with `Market Cap(in B USD)` and 10 other fields	High correlation
`Cash Flow from Investing` is highly overall correlated with `Market Cap(in B USD)` and 6 other fields	High correlation
`Cash Flow from Financial Activities` is highly overall correlated with `Revenue` and 4 other fields	High correlation
`Current Ratio` is highly overall correlated with `Debt/Equity Ratio` and 2 other fields	High correlation
`Debt/Equity Ratio` is highly overall correlated with `Current Ratio`	High correlation
`ROE` is highly overall correlated with `Market Cap(in B USD)` and 6 other fields	High correlation
`ROA` is highly overall correlated with `Market Cap(in B USD)` and 9 other fields	High correlation
`ROI` is highly overall correlated with `Market Cap(in B USD)` and 8 other fields	High correlation
`Net Profit Margin` is highly overall correlated with `Market Cap(in B USD)` and 9 other fields	High correlation
`Return on Tangible Equity` is highly overall correlated with `Market Cap(in B USD)` and 5 other fields	High correlation
`Number of Employees` is highly overall correlated with `Revenue` and 1 other fields	High correlation
`Company` is highly overall correlated with `Category`	High correlation
`Category` is highly overall correlated with `Company`	High correlation
`Market Cap(in B USD)` has unique values	Unique
`Revenue` has unique values	Unique
`Gross Profit` has unique values	Unique
`Share Holder Equity` has unique values	Unique
`Cash Flow from Investing` has unique values	Unique
`ROE` has unique values	Unique
`ROA` has unique values	Unique
`ROI` has unique values	Unique
`Net Profit Margin` has unique values	Unique
`Return on Tangible Equity` has unique values	Unique
`Debt/Equity Ratio` has 8 (5.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-19 08:25:38.087065
Analysis finished	2023-12-19 08:28:16.530816
Duration	2 minutes and 38.44 seconds
Software version	ydata-profiling vv4.6.0
Download configuration	config.json

Year
Real number (ℝ)

Distinct	15
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2015.6087

Minimum	2009
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	2009
5-th percentile	2009
Q1	2012
median	2016
Q3	2019
95-th percentile	2022
Maximum	2023
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.0499597
Coefficient of variation (CV)	0.0020092986
Kurtosis	-1.1543732
Mean	2015.6087
Median Absolute Deviation (MAD)	3
Skewness	0.00032417049
Sum	324513
Variance	16.402174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2018	12	7.5%
2017	12	7.5%
2016	12	7.5%
2015	12	7.5%
2014	12	7.5%
2022	11	6.8%
2021	11	6.8%
2020	11	6.8%
2019	11	6.8%
2013	11	6.8%
Other values (5)	46	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2009	11	6.8%
2010	11	6.8%
2011	11	6.8%
2012	11	6.8%
2013	11	6.8%
2014	12	7.5%
2015	12	7.5%
2016	12	7.5%
2017	12	7.5%
2018	12	7.5%

Value	Count	Frequency (%)
2023	2	1.2%
2022	11	6.8%
2021	11	6.8%
2020	11	6.8%
2019	11	6.8%
2018	12	7.5%
2017	12	7.5%
2016	12	7.5%
2015	12	7.5%
2014	12	7.5%

Company
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Memory size	9.7 KiB

MSFT	15
NVDA	15
AAPL	14
GOOG	14
AIG	14
Other values (7)	89

Length

Max length	5
Median length	4
Mean length	3.7142857
Min length	3

Characters and Unicode

Total characters	598
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AAPL
2nd row	AAPL
3rd row	AAPL
4th row	AAPL
5th row	AAPL

Common Values

Value	Count	Frequency (%)
MSFT	15	9.3%
NVDA	15	9.3%
AAPL	14	8.7%
GOOG	14	8.7%
AIG	14	8.7%
PCG	14	8.7%
MCD	14	8.7%
BCS	14	8.7%
INTC	14	8.7%
AMZN	14	8.7%
Other values (2)	19	11.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
msft	15	9.3%
nvda	15	9.3%
aapl	14	8.7%
goog	14	8.7%
aig	14	8.7%
pcg	14	8.7%
mcd	14	8.7%
bcs	14	8.7%
intc	14	8.7%
amzn	14	8.7%
Other values (2)	19	11.8%

Most occurring characters

Value	Count	Frequency (%)
A	71	11.9%
C	56	9.4%
G	56	9.4%
P	46	7.7%
M	43	7.2%
N	43	7.2%
S	39	6.5%
D	39	6.5%
L	33	5.5%
T	29	4.8%
Other values (9)	143	23.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	598	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	71	11.9%
C	56	9.4%
G	56	9.4%
P	46	7.7%
M	43	7.2%
N	43	7.2%
S	39	6.5%
D	39	6.5%
L	33	5.5%
T	29	4.8%
Other values (9)	143	23.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	598	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	71	11.9%
C	56	9.4%
G	56	9.4%
P	46	7.7%
M	43	7.2%
N	43	7.2%
S	39	6.5%
D	39	6.5%
L	33	5.5%
T	29	4.8%
Other values (9)	143	23.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	598	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	71	11.9%
C	56	9.4%
G	56	9.4%
P	46	7.7%
M	43	7.2%
N	43	7.2%
S	39	6.5%
D	39	6.5%
L	33	5.5%
T	29	4.8%
Other values (9)	143	23.9%

Category
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	9.8 KiB

IT	43
ELEC	29
BANK	28
MANUFACTURING	14
FOOD	14
Other values (3)	33

Length

Max length	13
Median length	4
Mean length	4.6024845
Min length	2

Characters and Unicode

Total characters	741
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	IT
2nd row	IT
3rd row	IT
4th row	IT
5th row	IT

Common Values

Value	Count	Frequency (%)
IT	43	26.7%
ELEC	29	18.0%
BANK	28	17.4%
MANUFACTURING	14	8.7%
FOOD	14	8.7%
LOGI	14	8.7%
FINANCE	10	6.2%
FINTECH	9	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
it	43	26.7%
elec	29	18.0%
bank	28	17.4%
manufacturing	14	8.7%
food	14	8.7%
logi	14	8.7%
finance	10	6.2%
fintech	9	5.6%

Most occurring characters

Value	Count	Frequency (%)
I	90	12.1%
N	85	11.5%
E	77	10.4%
A	66	8.9%
T	66	8.9%
C	62	8.4%
F	47	6.3%
L	43	5.8%
O	42	5.7%
G	28	3.8%
Other values (7)	135	18.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	741	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	90	12.1%
N	85	11.5%
E	77	10.4%
A	66	8.9%
T	66	8.9%
C	62	8.4%
F	47	6.3%
L	43	5.8%
O	42	5.7%
G	28	3.8%
Other values (7)	135	18.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	741	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	90	12.1%
N	85	11.5%
E	77	10.4%
A	66	8.9%
T	66	8.9%
C	62	8.4%
F	47	6.3%
L	43	5.8%
O	42	5.7%
G	28	3.8%
Other values (7)	135	18.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	741	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	90	12.1%
N	85	11.5%
E	77	10.4%
A	66	8.9%
T	66	8.9%
C	62	8.4%
F	47	6.3%
L	43	5.8%
O	42	5.7%
G	28	3.8%
Other values (7)	135	18.2%

Market Cap(in B USD)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	335.50739

Minimum	0
Maximum	2913.28
Zeros	1
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.47
Q1	40.78
median	112.65
Q3	356.31
95-th percentile	1681.61
Maximum	2913.28
Range	2913.28
Interquartile range (IQR)	315.53

Descriptive statistics

Standard deviation	540.06503
Coefficient of variation (CV)	1.6096964
Kurtosis	7.1403625
Mean	335.50739
Median Absolute Deviation (MAD)	95
Skewness	2.6288958
Sum	54016.69
Variance	291670.23
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2066.94	1	0.6%
0.37	1	0.6%
81.1	1	0.6%
32.53	1	0.6%
43.6	1	0.6%
34.66	1	0.6%
40.78	1	0.6%
31.68	1	0.6%
45.79	1	0.6%
46.21	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.6%
0.04	1	0.6%
0.37	1	0.6%
1.11	1	0.6%
2.19	1	0.6%
3.39	1	0.6%
3.51	1	0.6%
4.04	1	0.6%
4.47	1	0.6%
4.9	1	0.6%

Value	Count	Frequency (%)
2913.28	1	0.6%
2525.08	1	0.6%
2451.23	1	0.6%
2255.97	1	0.6%
2066.94	1	0.6%
1910.26	1	0.6%
1787.73	1	0.6%
1691	1	0.6%
1681.61	1	0.6%
1634.16	1	0.6%

Revenue
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75862.601

Minimum	3326.445
Maximum	513983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	3326.445
5-th percentile	6910
Q1	22820.4
median	45992.04
Q3	77849
95-th percentile	265595
Maximum	513983
Range	510656.55
Interquartile range (IQR)	55028.6

Descriptive statistics

Standard deviation	90786.896
Coefficient of variation (CV)	1.196728
Kurtosis	6.539055
Mean	75862.601
Median Absolute Deviation (MAD)	25350.04
Skewness	2.435343
Sum	12213879
Variance	8.2422605 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
394328	1	0.6%
22138	1	0.6%
22744.7	1	0.6%
30868.08	1	0.6%
30169.69	1	0.6%
27947.54	1	0.6%
27621.9	1	0.6%
28212.33	1	0.6%
27162.75	1	0.6%
29072.54	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3326.445	1	0.6%
3424.859	1	0.6%
3543.309	1	0.6%
3997.93	1	0.6%
4130	1	0.6%
4280.159	1	0.6%
4682	1	0.6%
5010	1	0.6%
6910	1	0.6%
8025	1	0.6%

Value	Count	Frequency (%)
513983	1	0.6%
469822	1	0.6%
394328	1	0.6%
386064	1	0.6%
365817	1	0.6%
282836	1	0.6%
280522	1	0.6%
274515	1	0.6%
265595	1	0.6%
260174	1	0.6%

Gross Profit
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37383.463

Minimum	1174.269
Maximum	225152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1174.269
5-th percentile	3527
Q1	10396
median	19561
Q3	47722
95-th percentile	135620
Maximum	225152
Range	223977.73
Interquartile range (IQR)	37326

Descriptive statistics

Standard deviation	41669.094
Coefficient of variation (CV)	1.1146397
Kurtosis	4.2798469
Mean	37383.463
Median Absolute Deviation (MAD)	13162
Skewness	2.0019788
Sum	6018737.6
Variance	1.7363134 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170782	1	0.6%
4686	1	0.6%
8791.8	1	0.6%
30868.08	1	0.6%
30169.69	1	0.6%
27947.54	1	0.6%
27621.9	1	0.6%
28212.33	1	0.6%
27162.75	1	0.6%
29072.54	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1174.269	1	0.6%
1176.923	1	0.6%
1409.09	1	0.6%
2056.517	1	0.6%
2226.343	1	0.6%
2268	1	0.6%
2599	1	0.6%
2811	1	0.6%
3527	1	0.6%
4063	1	0.6%

Value	Count	Frequency (%)
225152	1	0.6%
197478	1	0.6%
170782	1	0.6%
156633	1	0.6%
152836	1	0.6%
152757	1	0.6%
146698	1	0.6%
146052	1	0.6%
135620	1	0.6%
115856	1	0.6%

Net Income
Real number (ℝ)

HIGH CORRELATION

Distinct	160
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12276.607

Minimum	-12244
Maximum	99803
Zeros	0
Zeros (%)	0.0%
Negative	25
Negative (%)	15.5%
Memory size	1.4 KiB

Quantile statistics

Minimum	-12244
5-th percentile	-2221
Q1	844
median	4757.8
Q3	14136
95-th percentile	57411
Maximum	99803
Range	112047
Interquartile range (IQR)	13292

Descriptive statistics

Standard deviation	19417.421
Coefficient of variation (CV)	1.5816602
Kurtosis	5.3326304
Mean	12276.607
Median Absolute Deviation (MAD)	4825.787
Skewness	2.2482646
Sum	1976533.7
Variance	3.7703624 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
631	2	1.2%
99803	1	0.6%
-2477.073	1	0.6%
4946.3	1	0.6%
4551	1	0.6%
6212.949	1	0.6%
8766.263	1	0.6%
1959.384	1	0.6%
4180.571	1	0.6%
1860.711	1	0.6%
Other values (150)	150	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12244	1	0.6%
-7656	1	0.6%
-6851	1	0.6%
-6084	1	0.6%
-5973	1	0.6%
-3140	1	0.6%
-2722	1	0.6%
-2477.073	1	0.6%
-2221	1	0.6%
-1682	1	0.6%

Value	Count	Frequency (%)
99803	1	0.6%
94680	1	0.6%
76033	1	0.6%
72738	1	0.6%
72361	1	0.6%
61271	1	0.6%
59972	1	0.6%
59531	1	0.6%
57411	1	0.6%
55256	1	0.6%

Earning Per Share
Real number (ℝ)

HIGH CORRELATION

Distinct	156
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98288571

Minimum	-90.48
Maximum	14.98
Zeros	0
Zeros (%)	0.0%
Negative	25
Negative (%)	15.5%
Memory size	1.4 KiB

Quantile statistics

Minimum	-90.48
5-th percentile	-8.78
Q1	0.34
median	1.79
Q3	3.24
95-th percentile	8.05
Maximum	14.98
Range	105.46
Interquartile range (IQR)	2.9

Descriptive statistics

Standard deviation	8.874504
Coefficient of variation (CV)	9.0290294
Kurtosis	71.660862
Mean	0.98288571
Median Absolute Deviation (MAD)	1.45
Skewness	-7.3254644
Sum	158.2446
Variance	78.756822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.09	2	1.2%
5.61	2	1.2%
2.13	2	1.2%
1.99	2	1.2%
2.1	2	1.2%
0.5584	1	0.6%
1.4744	1	0.6%
2.0131	1	0.6%
0.4416	1	0.6%
0.72	1	0.6%
Other values (146)	146	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-90.48	1	0.6%
-29.4	1	0.6%
-20.78	1	0.6%
-15.82	1	0.6%
-14.5	1	0.6%
-13.25	1	0.6%
-12.87	1	0.6%
-10.59	1	0.6%
-8.78	1	0.6%
-6.88	1	0.6%

Value	Count	Frequency (%)
14.98	1	0.6%
13.01	1	0.6%
11.01	1	0.6%
10.82	1	0.6%
10.04	1	0.6%
9.68	1	0.6%
9.65	1	0.6%
8.33	1	0.6%
8.05	1	0.6%
7.88	1	0.6%

EBITDA
Real number (ℝ)

HIGH CORRELATION

Distinct	148
Distinct (%)	91.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20174.024

Minimum	-6860
Maximum	130541
Zeros	0
Zeros (%)	0.0%
Negative	9
Negative (%)	5.6%
Memory size	1.4 KiB

Quantile statistics

Minimum	-6860
5-th percentile	-8
Q1	2310
median	9958
Q3	27765
95-th percentile	81602
Maximum	130541
Range	137401
Interquartile range (IQR)	25455

Descriptive statistics

Standard deviation	26342.03
Coefficient of variation (CV)	1.30574
Kurtosis	3.5065099
Mean	20174.024
Median Absolute Deviation (MAD)	9843.6772
Skewness	1.8968932
Sum	3248017.9
Variance	6.9390253 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	14	8.7%
130541	1	0.6%
9944.701	1	0.6%
10916.1	1	0.6%
9261.002	1	0.6%
8701.2	1	0.6%
9593.701	1	0.6%
10349.4	1	0.6%
10093.1	1	0.6%
8749.3	1	0.6%
Other values (138)	138	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6860	1	0.6%
-6664	1	0.6%
-1610	1	0.6%
-889	1	0.6%
-648	1	0.6%
-570	1	0.6%
-195	1	0.6%
-52	1	0.6%
-8	1	0.6%
1	14	8.7%

Value	Count	Frequency (%)
130541	1	0.6%
120233	1	0.6%
102384	1	0.6%
97843	1	0.6%
91155	1	0.6%
90770	1	0.6%
82487	1	0.6%
81801	1	0.6%
81602	1	0.6%
77344	1	0.6%

Share Holder Equity
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57178.005

Minimum	-8210.3
Maximum	256144
Zeros	0
Zeros (%)	0.0%
Negative	11
Negative (%)	6.8%
Memory size	1.4 KiB

Quantile statistics

Minimum	-8210.3
5-th percentile	-2204.3
Q1	12353
median	47791
Q3	91570.7
95-th percentile	146043
Maximum	256144
Range	264354.3
Interquartile range (IQR)	79217.7

Descriptive statistics

Standard deviation	54098.208
Coefficient of variation (CV)	0.94613668
Kurtosis	1.4778242
Mean	57178.005
Median Absolute Deviation (MAD)	38092
Skewness	1.135609
Sum	9205658.8
Variance	2.9266161 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50672	1	0.6%
-3824	1	0.6%
14033.9	1	0.6%
85667.7	1	0.6%
96547.15	1	0.6%
85876.48	1	0.6%
83841.26	1	0.6%
85132.21	1	0.6%
85081.42	1	0.6%
96720.98	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8210.3	1	0.6%
-7824.9	1	0.6%
-6258.4	1	0.6%
-6003.4	1	0.6%
-4601	1	0.6%
-3824	1	0.6%
-3723	1	0.6%
-3268	1	0.6%
-2204.3	1	0.6%
-1956	1	0.6%

Value	Count	Frequency (%)
256144	1	0.6%
251635	1	0.6%
222544	1	0.6%
206223	1	0.6%
201442	1	0.6%
177628	1	0.6%
166542	1	0.6%
152502	1	0.6%
146043	1	0.6%
141988	1	0.6%

Cash Flow from Operating
Real number (ℝ)

HIGH CORRELATION

Distinct	160
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20790.318

Minimum	-39392.27
Maximum	122151
Zeros	0
Zeros (%)	0.0%
Negative	16
Negative (%)	9.9%
Memory size	1.4 KiB

Quantile statistics

Minimum	-39392.27
5-th percentile	-1807
Q1	3502
median	7386.7
Q3	31626
95-th percentile	78244.34
Maximum	122151
Range	161543.27
Interquartile range (IQR)	28124

Descriptive statistics

Standard deviation	27300.213
Coefficient of variation (CV)	1.3131215
Kurtosis	1.4293479
Mean	20790.318
Median Absolute Deviation (MAD)	8046.3
Skewness	1.3049089
Sum	3347241.2
Variance	7.453016 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3502	2	1.2%
122151	1	0.6%
-1381	1	0.6%
5751	1	0.6%
37392.72	1	0.6%
67268.52	1	0.6%
73836.42	1	0.6%
-15699.49	1	0.6%
11351.14	1	0.6%
78244.34	1	0.6%
Other values (150)	150	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-39392.27	1	0.6%
-21741.23	1	0.6%
-19130	1	0.6%
-17207.81	1	0.6%
-15699.49	1	0.6%
-7818	1	0.6%
-2167	1	0.6%
-1842	1	0.6%
-1807	1	0.6%
-1387	1	0.6%

Value	Count	Frequency (%)
122151	1	0.6%
104038	1	0.6%
91652	1	0.6%
91495	1	0.6%
89035	1	0.6%
87582	1	0.6%
81266	1	0.6%
80674	1	0.6%
78244.34	1	0.6%
77434	1	0.6%

Cash Flow from Investing
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9581.5332

Minimum	-59611
Maximum	49749
Zeros	0
Zeros (%)	0.0%
Negative	134
Negative (%)	83.2%
Memory size	1.4 KiB

Quantile statistics

Minimum	-59611
5-th percentile	-37601
Q1	-17434
median	-5904
Q3	-981.6
95-th percentile	14041
Maximum	49749
Range	109360
Interquartile range (IQR)	16452.4

Descriptive statistics

Standard deviation	16196.808
Coefficient of variation (CV)	-1.6904192
Kurtosis	2.504787
Mean	-9581.5332
Median Absolute Deviation (MAD)	6231
Skewness	-0.18385565
Sum	-1542626.9
Variance	2.623366 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-22354	1	0.6%
244	1	0.6%
-1655.3	1	0.6%
-26807.33	1	0.6%
5871.677	1	0.6%
-23594.78	1	0.6%
-16377.52	1	0.6%
903.6596	1	0.6%
4513.377	1	0.6%
49749	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-59611	1	0.6%
-58154	1	0.6%
-56274	1	0.6%
-48227	1	0.6%
-46781	1	0.6%
-46446	1	0.6%
-45977	1	0.6%
-40419	1	0.6%
-37601	1	0.6%
-35523	1	0.6%

Value	Count	Frequency (%)
49749	1	0.6%
45896	1	0.6%
36448	1	0.6%
18026.64	1	0.6%
17560.51	1	0.6%
16612	1	0.6%
16066	1	0.6%
14284	1	0.6%
14041	1	0.6%
8462	1	0.6%

Cash Flow from Financial Activities
Real number (ℝ)

HIGH CORRELATION

Distinct	160
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8598.1579

Minimum	-110749
Maximum	25928
Zeros	0
Zeros (%)	0.0%
Negative	106
Negative (%)	65.8%
Memory size	1.4 KiB

Quantile statistics

Minimum	-110749
5-th percentile	-48486
Q1	-9059.288
median	-1408
Q3	735.3
95-th percentile	6291
Maximum	25928
Range	136677
Interquartile range (IQR)	9794.588

Descriptive statistics

Standard deviation	20281.663
Coefficient of variation (CV)	-2.3588381
Kurtosis	9.3414559
Mean	-8598.1579
Median Absolute Deviation (MAD)	3586.8
Skewness	-2.9056195
Sum	-1384303.4
Variance	4.1134585 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-676	2	1.2%
-110749	1	0.6%
1185	1	0.6%
-4421	1	0.6%
860.8824	1	0.6%
147.1357	1	0.6%
3507.888	1	0.6%
881.061	1	0.6%
-9059.288	1	0.6%
1238.537	1	0.6%
Other values (150)	150	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-110749	1	0.6%
-93353	1	0.6%
-90976	1	0.6%
-87876	1	0.6%
-86820	1	0.6%
-69757	1	0.6%
-61362	1	0.6%
-58876	1	0.6%
-48486	1	0.6%
-46031	1	0.6%

Value	Count	Frequency (%)
25928	1	0.6%
12454	1	0.6%
9928	1	0.6%
9718	1	0.6%
9247.968	1	0.6%
8408	1	0.6%
7258	1	0.6%
7133	1	0.6%
6291	1	0.6%
5058	1	0.6%

Current Ratio
Real number (ℝ)

HIGH CORRELATION

Distinct	134
Distinct (%)	83.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0353683

Minimum	0.2205
Maximum	10.6178
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	0.2205
5-th percentile	0.8186
Q1	1
median	1.3412
Q3	2.4734
95-th percentile	5.9192
Maximum	10.6178
Range	10.3973
Interquartile range (IQR)	1.4734

Descriptive statistics

Standard deviation	1.6608936
Coefficient of variation (CV)	0.81601623
Kurtosis	6.422918
Mean	2.0353683
Median Absolute Deviation (MAD)	0.3412
Skewness	2.3589763
Sum	327.6943
Variance	2.7585675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	28	17.4%
0.8794	1	0.6%
3.5156	1	0.6%
1.5931	1	0.6%
1.4464	1	0.6%
1.2547	1	0.6%
1.4937	1	0.6%
1.1431	1	0.6%
6.6503	1	0.6%
3.2684	1	0.6%
Other values (124)	124	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2205	1	0.6%
0.6356	1	0.6%
0.707	1	0.6%
0.7713	1	0.6%
0.7756	1	0.6%
0.7977	1	0.6%
0.8117	1	0.6%
0.8149	1	0.6%
0.8186	1	0.6%
0.8303	1	0.6%

Value	Count	Frequency (%)
10.6178	1	0.6%
8.0269	1	0.6%
7.9436	1	0.6%
7.6738	1	0.6%
6.6503	1	0.6%
6.3761	1	0.6%
6.2908	1	0.6%
5.949	1	0.6%
5.9192	1	0.6%
5.1403	1	0.6%

Debt/Equity Ratio
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	152
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6455205

Minimum	-11.775
Maximum	9.3328
Zeros	8
Zeros (%)	5.0%
Negative	11
Negative (%)	6.8%
Memory size	1.4 KiB

Quantile statistics

Minimum	-11.775
5-th percentile	-1.5215
Q1	0.0772
median	0.3818
Q3	0.8914
95-th percentile	5.8975
Maximum	9.3328
Range	21.1078
Interquartile range (IQR)	0.8142

Descriptive statistics

Standard deviation	2.5071768
Coefficient of variation (CV)	3.8839616
Kurtosis	7.4540249
Mean	0.6455205
Median Absolute Deviation (MAD)	0.339
Skewness	-0.43981179
Sum	103.9288
Variance	6.2859358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	5.0%
0.3164	2	1.2%
0.0226	2	1.2%
7.688	1	0.6%
5.3348	1	0.6%
5.8975	1	0.6%
5.2797	1	0.6%
3.5002	1	0.6%
3.6646	1	0.6%
5.0612	1	0.6%
Other values (142)	142	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.775	1	0.6%
-9.0381	1	0.6%
-7.7424	1	0.6%
-5.9805	1	0.6%
-4.9654	1	0.6%
-4.7848	1	0.6%
-4.1627	1	0.6%
-3.9958	1	0.6%
-1.5215	1	0.6%
-1.1099	1	0.6%

Value	Count	Frequency (%)
9.3328	1	0.6%
8.5152	1	0.6%
7.688	1	0.6%
7.6045	1	0.6%
7.1602	1	0.6%
6.6208	1	0.6%
6.3396	1	0.6%
6.0327	1	0.6%
5.8975	1	0.6%
5.3348	1	0.6%

ROE
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.432402

Minimum	-212.6069
Maximum	196.9589
Zeros	0
Zeros (%)	0.0%
Negative	24
Negative (%)	14.9%
Memory size	1.4 KiB

Quantile statistics

Minimum	-212.6069
5-th percentile	-60.4545
Q1	5.08
median	14.5016
Q3	28.1893
95-th percentile	55.5601
Maximum	196.9589
Range	409.5658
Interquartile range (IQR)	23.1093

Descriptive statistics

Standard deviation	44.777292
Coefficient of variation (CV)	3.6016606
Kurtosis	9.9687015
Mean	12.432402
Median Absolute Deviation (MAD)	11.2875
Skewness	-1.0428999
Sum	2001.6167
Variance	2005.0059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196.9589	1	0.6%
58.0805	1	0.6%
32.4286	1	0.6%
8.624	1	0.6%
10.2918	1	0.6%
3.6796	1	0.6%
5.1081	1	0.6%
3.7191	1	0.6%
1.9707	1	0.6%
3.1346	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-212.6069	1	0.6%
-163.9903	1	0.6%
-158.8832	1	0.6%
-141.8337	1	0.6%
-102.8983	1	0.6%
-94.6616	1	0.6%
-73.3883	1	0.6%
-71.8728	1	0.6%
-60.4545	1	0.6%
-52.9877	1	0.6%

Value	Count	Frequency (%)
196.9589	1	0.6%
191.5344	1	0.6%
150.0713	1	0.6%
87.8664	1	0.6%
63.9019	1	0.6%
61.0645	1	0.6%
58.0805	1	0.6%
57.6687	1	0.6%
55.5601	1	0.6%
44.7355	1	0.6%

ROA
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7804789

Minimum	-23.7236
Maximum	31.1541
Zeros	0
Zeros (%)	0.0%
Negative	21
Negative (%)	13.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	-23.7236
5-th percentile	-5.274
Q1	0.8282
median	6.6411
Q3	14.7016
95-th percentile	21.2964
Maximum	31.1541
Range	54.8777
Interquartile range (IQR)	13.8734

Descriptive statistics

Standard deviation	8.8024623
Coefficient of variation (CV)	1.1313522
Kurtosis	0.41289395
Mean	7.7804789
Median Absolute Deviation (MAD)	6.4056
Skewness	-0.13272698
Sum	1252.6571
Variance	77.483342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.2924	1	0.6%
-23.7236	1	0.6%
15.0571	1	0.6%
0.3946	1	0.6%
0.522	1	0.6%
0.1824	1	0.6%
0.2942	1	0.6%
0.2093	1	0.6%
0.1148	1	0.6%
0.1844	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.7236	1	0.6%
-14.5924	1	0.6%
-13.7277	1	0.6%
-9.9497	1	0.6%
-8.9699	1	0.6%
-8.8798	1	0.6%
-6.1114	1	0.6%
-5.4498	1	0.6%
-5.274	1	0.6%
-1.8959	1	0.6%

Value	Count	Frequency (%)
31.1541	1	0.6%
28.2924	1	0.6%
27.1061	1	0.6%
26.9742	1	0.6%
23.7033	1	0.6%
22.2753	1	0.6%
22.0698	1	0.6%
21.7853	1	0.6%
21.2964	1	0.6%
21.1633	1	0.6%

ROI
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.88135

Minimum	-742.1052
Maximum	884.8605
Zeros	0
Zeros (%)	0.0%
Negative	19
Negative (%)	11.8%
Memory size	1.4 KiB

Quantile statistics

Minimum	-742.1052
5-th percentile	-6.0641
Q1	2.7579
median	13.4694
Q3	20.4723
95-th percentile	33.8341
Maximum	884.8605
Range	1626.9657
Interquartile range (IQR)	17.7144

Descriptive statistics

Standard deviation	93.384692
Coefficient of variation (CV)	7.859771
Kurtosis	74.131489
Mean	11.88135
Median Absolute Deviation (MAD)	8.7878
Skewness	1.8023083
Sum	1912.8974
Variance	8720.7007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.6994	1	0.6%
884.8605	1	0.6%
18.5044	1	0.6%
1.284	1	0.6%
1.6696	1	0.6%
0.602	1	0.6%
0.9201	1	0.6%
0.6186	1	0.6%
0.3862	1	0.6%
0.8387	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-742.1052	1	0.6%
-141.8337	1	0.6%
-84.5005	1	0.6%
-52.9877	1	0.6%
-48.5301	1	0.6%
-22.2444	1	0.6%
-20.6061	1	0.6%
-6.2251	1	0.6%
-6.0641	1	0.6%
-5.5694	1	0.6%

Value	Count	Frequency (%)
884.8605	1	0.6%
66.6994	1	0.6%
54.9839	1	0.6%
36.7023	1	0.6%
36.549	1	0.6%
35.3041	1	0.6%
35.0054	1	0.6%
34.0575	1	0.6%
33.8341	1	0.6%
33.6435	1	0.6%

Net Profit Margin
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.684964

Minimum	-44.6961
Maximum	36.6863
Zeros	0
Zeros (%)	0.0%
Negative	25
Negative (%)	15.5%
Memory size	1.4 KiB

Quantile statistics

Minimum	-44.6961
5-th percentile	-7.1363
Q1	4.8277
median	15.2977
Q3	22.9345
95-th percentile	31.1817
Maximum	36.6863
Range	81.3824
Interquartile range (IQR)	18.1068

Descriptive statistics

Standard deviation	13.401767
Coefficient of variation (CV)	0.97930597
Kurtosis	2.4764543
Mean	13.684964
Median Absolute Deviation (MAD)	9.6334
Skewness	-1.0463306
Sum	2203.2792
Variance	179.60736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.3096	1	0.6%
-10.0325	1	0.6%
20.0091	1	0.6%
21.162	1	0.6%
28.2167	1	0.6%
9.0147	1	0.6%
16.6024	1	0.6%
7.0877	1	0.6%
-10.2561	1	0.6%
9.1781	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-44.6961	1	0.6%
-40.8795	1	0.6%
-16.2286	1	0.6%
-13.6569	1	0.6%
-12.2859	1	0.6%
-10.2561	1	0.6%
-10.0325	1	0.6%
-7.5541	1	0.6%
-7.1363	1	0.6%
-5.3914	1	0.6%

Value	Count	Frequency (%)
36.6863	1	0.6%
36.4517	1	0.6%
36.2339	1	0.6%
35.3448	1	0.6%
34.1462	1	0.6%
33.0984	1	0.6%
32.4903	1	0.6%
31.3671	1	0.6%
31.1817	1	0.6%
30.9625	1	0.6%

Free Cash Flow per Share
Real number (ℝ)

Distinct	160
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19282547

Minimum	-121.5022
Maximum	137.3287
Zeros	0
Zeros (%)	0.0%
Negative	60
Negative (%)	37.3%
Memory size	1.4 KiB

Quantile statistics

Minimum	-121.5022
5-th percentile	-11.611
Q1	-0.3613
median	0.2656
Q3	0.9354
95-th percentile	6.6557
Maximum	137.3287
Range	258.8309
Interquartile range (IQR)	1.2967

Descriptive statistics

Standard deviation	15.412788
Coefficient of variation (CV)	79.931289
Kurtosis	62.969446
Mean	0.19282547
Median Absolute Deviation (MAD)	0.6278
Skewness	1.3377452
Sum	31.0449
Variance	237.55404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3622	2	1.2%
1.3146	1	0.6%
1.3378	1	0.6%
0.463	1	0.6%
3.4305	1	0.6%
-6.5477	1	0.6%
-1.4283	1	0.6%
20.4341	1	0.6%
-6.2895	1	0.6%
-15.5712	1	0.6%
Other values (150)	150	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-121.5022	1	0.6%
-21.998	1	0.6%
-18.5013	1	0.6%
-15.8715	1	0.6%
-15.5712	1	0.6%
-13.9382	1	0.6%
-12.8733	1	0.6%
-12.4078	1	0.6%
-11.611	1	0.6%
-7.424	1	0.6%

Value	Count	Frequency (%)
137.3287	1	0.6%
21.5535	1	0.6%
20.4341	1	0.6%
18.6025	1	0.6%
14.9014	1	0.6%
14.5974	1	0.6%
9.9996	1	0.6%
7.9685	1	0.6%
6.6557	1	0.6%
6.1199	1	0.6%

Return on Tangible Equity
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	161
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.247542

Minimum	-554.1741
Maximum	1197.727
Zeros	0
Zeros (%)	0.0%
Negative	22
Negative (%)	13.7%
Memory size	1.4 KiB

Quantile statistics

Minimum	-554.1741
5-th percentile	-52.9877
Q1	6.1118
median	19.7822
Q3	36.9806
95-th percentile	72.5298
Maximum	1197.727
Range	1751.9011
Interquartile range (IQR)	30.8688

Descriptive statistics

Standard deviation	109.98282
Coefficient of variation (CV)	4.5358337
Kurtosis	86.135051
Mean	24.247542
Median Absolute Deviation (MAD)	14.9511
Skewness	6.7459157
Sum	3903.8542
Variance	12096.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
196.9589	1	0.6%
39.5618	1	0.6%
39.2034	1	0.6%
9.7884	1	0.6%
11.6267	1	0.6%
4.1759	1	0.6%
5.8289	1	0.6%
4.2504	1	0.6%
2.2367	1	0.6%
3.5151	1	0.6%
Other values (151)	151	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-554.1741	1	0.6%
-141.8337	1	0.6%
-103.2087	1	0.6%
-102.19	1	0.6%
-91.9365	1	0.6%
-69.3794	1	0.6%
-68.9682	1	0.6%
-55.3414	1	0.6%
-52.9877	1	0.6%
-44.6358	1	0.6%

Value	Count	Frequency (%)
1197.727	1	0.6%
196.9589	1	0.6%
150.0713	1	0.6%
106.6922	1	0.6%
99.0748	1	0.6%
87.8664	1	0.6%
82.9207	1	0.6%
74.6661	1	0.6%
72.5298	1	0.6%
65.2006	1	0.6%

Number of Employees
Real number (ℝ)

HIGH CORRELATION

Distinct	149
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	145718.77

Minimum	5420
Maximum	1608000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	5420
5-th percentile	10299
Q1	29900
median	96000
Q3	147000
95-th percentile	420000
Maximum	1608000
Range	1602580
Interquartile range (IQR)	117100

Descriptive statistics

Standard deviation	223438.9
Coefficient of variation (CV)	1.533357
Kurtosis	24.172523
Mean	145718.77
Median Absolute Deviation (MAD)	59400
Skewness	4.4920906
Sum	23460722
Variance	4.992494 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23000	3	1.9%
420000	3	1.9%
24000	3	1.9%
221000	2	1.2%
128000	2	1.2%
118000	2	1.2%
200000	2	1.2%
63000	2	1.2%
440000	2	1.2%
129400	1	0.6%
Other values (139)	139	86.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5420	1	0.6%
5706	1	0.6%
6029	1	0.6%
7133	1	0.6%
7974	1	0.6%
8808	1	0.6%
9227	1	0.6%
9228	1	0.6%
10299	1	0.6%
11528	1	0.6%

Value	Count	Frequency (%)
1608000	1	0.6%
1541000	1	0.6%
1298000	1	0.6%
798000	1	0.6%
647500	1	0.6%
566000	1	0.6%
440000	2	1.2%
420000	3	1.9%
400000	1	0.6%
385000	1	0.6%

Inflation Rate(in US)
Real number (ℝ)

Distinct	15
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2313174

Minimum	-0.3555
Maximum	8.0028
Zeros	0
Zeros (%)	0.0%
Negative	11
Negative (%)	6.8%
Memory size	1.4 KiB

Quantile statistics

Minimum	-0.3555
5-th percentile	-0.3555
Q1	1.2616
median	1.8122
Q3	2.4426
95-th percentile	8.0028
Maximum	8.0028
Range	8.3583
Interquartile range (IQR)	1.181

Descriptive statistics

Standard deviation	1.9591392
Coefficient of variation (CV)	0.87801905
Kurtosis	2.8406593
Mean	2.2313174
Median Absolute Deviation (MAD)	0.5786
Skewness	1.6484883
Sum	359.2421
Variance	3.8382263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2.4426	12	7.5%
2.1301	12	7.5%
1.2616	12	7.5%
0.1186	12	7.5%
1.6222	12	7.5%
8.0028	11	6.8%
4.6979	11	6.8%
1.2336	11	6.8%
1.8122	11	6.8%
1.4648	11	6.8%
Other values (5)	46	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.3555	11	6.8%
0.1186	12	7.5%
1.2336	11	6.8%
1.2616	12	7.5%
1.4648	11	6.8%
1.6222	12	7.5%
1.64	11	6.8%
1.8122	11	6.8%
2.0693	11	6.8%
2.1301	12	7.5%

Value	Count	Frequency (%)
8.0028	11	6.8%
4.6979	11	6.8%
3.7	2	1.2%
3.1568	11	6.8%
2.4426	12	7.5%
2.1301	12	7.5%
2.0693	11	6.8%
1.8122	11	6.8%
1.64	11	6.8%
1.6222	12	7.5%

Auto

Heatmap
Table

	Year	Market Cap(in B USD)	Revenue	Gross Profit	Net Income	Earning Per Share	EBITDA	Share Holder Equity	Cash Flow from Operating	Cash Flow from Investing	Cash Flow from Financial Activities	Current Ratio	Debt/Equity Ratio	ROE	ROA	ROI	Net Profit Margin	Free Cash Flow per Share	Return on Tangible Equity	Number of Employees	Inflation Rate(in US)	Company	Category
Year	1.000	0.361	0.164	0.238	0.218	0.257	0.236	0.198	0.254	-0.194	-0.077	-0.069	0.097	0.058	0.063	0.136	0.194	-0.031	0.101	0.111	0.438	0.000	0.000
Market Cap(in B USD)	0.361	1.000	0.691	0.729	0.800	0.423	0.818	0.512	0.754	-0.611	-0.478	0.438	-0.169	0.524	0.696	0.663	0.627	0.088	0.517	0.354	0.153	0.231	0.210
Revenue	0.164	0.691	1.000	0.882	0.660	0.254	0.780	0.741	0.720	-0.541	-0.553	0.042	0.089	0.371	0.279	0.293	0.239	0.058	0.358	0.568	0.102	0.336	0.269
Gross Profit	0.238	0.729	0.882	1.000	0.737	0.321	0.734	0.789	0.837	-0.665	-0.505	0.070	0.178	0.360	0.355	0.340	0.376	0.075	0.341	0.513	0.168	0.372	0.299
Net Income	0.218	0.800	0.660	0.737	1.000	0.678	0.846	0.597	0.800	-0.582	-0.604	0.408	-0.129	0.659	0.774	0.752	0.807	0.079	0.621	0.294	0.179	0.355	0.294
Earning Per Share	0.257	0.423	0.254	0.321	0.678	1.000	0.569	0.240	0.450	-0.177	-0.482	0.096	0.032	0.420	0.576	0.564	0.662	0.079	0.386	0.283	0.225	0.348	0.344
EBITDA	0.236	0.818	0.780	0.734	0.846	0.569	1.000	0.601	0.740	-0.601	-0.601	0.304	-0.136	0.538	0.667	0.636	0.590	0.124	0.494	0.324	0.144	0.422	0.332
Share Holder Equity	0.198	0.512	0.741	0.789	0.597	0.240	0.601	1.000	0.658	-0.527	-0.429	0.010	0.246	0.272	0.177	0.131	0.269	0.019	0.204	0.198	0.102	0.350	0.308
Cash Flow from Operating	0.254	0.754	0.720	0.837	0.800	0.450	0.740	0.658	1.000	-0.603	-0.519	0.227	0.053	0.480	0.548	0.517	0.550	0.204	0.446	0.410	0.136	0.324	0.259
Cash Flow from Investing	-0.194	-0.611	-0.541	-0.665	-0.582	-0.177	-0.601	-0.527	-0.603	1.000	0.070	-0.247	0.083	-0.337	-0.396	-0.348	-0.374	0.008	-0.319	-0.161	-0.078	0.338	0.274
Cash Flow from Financial Activities	-0.077	-0.478	-0.553	-0.505	-0.604	-0.482	-0.601	-0.429	-0.519	0.070	1.000	-0.185	0.064	-0.376	-0.467	-0.465	-0.433	-0.154	-0.342	-0.376	-0.049	0.303	0.211
Current Ratio	-0.069	0.438	0.042	0.070	0.408	0.096	0.304	0.010	0.227	-0.247	-0.185	1.000	-0.552	0.414	0.619	0.500	0.563	0.015	0.429	-0.119	-0.044	0.405	0.313
Debt/Equity Ratio	0.097	-0.169	0.089	0.178	-0.129	0.032	-0.136	0.246	0.053	0.083	0.064	-0.552	1.000	-0.053	-0.323	-0.365	-0.261	0.005	0.011	0.143	0.042	0.402	0.392
ROE	0.058	0.524	0.371	0.360	0.659	0.420	0.538	0.272	0.480	-0.337	-0.376	0.414	-0.053	1.000	0.695	0.734	0.584	0.112	0.903	0.142	0.064	0.266	0.263
ROA	0.063	0.696	0.279	0.355	0.774	0.576	0.667	0.177	0.548	-0.396	-0.467	0.619	-0.323	0.695	1.000	0.914	0.869	0.154	0.648	0.110	0.124	0.409	0.461
ROI	0.136	0.663	0.293	0.340	0.752	0.564	0.636	0.131	0.517	-0.348	-0.465	0.500	-0.365	0.734	0.914	1.000	0.808	0.143	0.668	0.170	0.167	0.129	0.205
Net Profit Margin	0.194	0.627	0.239	0.376	0.807	0.662	0.590	0.269	0.550	-0.374	-0.433	0.563	-0.261	0.584	0.869	0.808	1.000	0.095	0.559	0.065	0.213	0.464	0.439
Free Cash Flow per Share	-0.031	0.088	0.058	0.075	0.079	0.079	0.124	0.019	0.204	0.008	-0.154	0.015	0.005	0.112	0.154	0.143	0.095	1.000	0.130	0.064	-0.144	0.146	0.109
Return on Tangible Equity	0.101	0.517	0.358	0.341	0.621	0.386	0.494	0.204	0.446	-0.319	-0.342	0.429	0.011	0.903	0.648	0.668	0.559	0.130	1.000	0.198	0.080	0.332	0.333
Number of Employees	0.111	0.354	0.568	0.513	0.294	0.283	0.324	0.198	0.410	-0.161	-0.376	-0.119	0.143	0.142	0.110	0.170	0.065	0.064	0.198	1.000	0.046	0.407	0.434
Inflation Rate(in US)	0.438	0.153	0.102	0.168	0.179	0.225	0.144	0.102	0.136	-0.078	-0.049	-0.044	0.042	0.064	0.124	0.167	0.213	-0.144	0.080	0.046	1.000	0.000	0.000
Company	0.000	0.231	0.336	0.372	0.355	0.348	0.422	0.350	0.324	0.338	0.303	0.405	0.402	0.266	0.409	0.129	0.464	0.146	0.332	0.407	0.000	1.000	0.987
Category	0.000	0.210	0.269	0.299	0.294	0.344	0.332	0.308	0.259	0.274	0.211	0.313	0.392	0.263	0.461	0.205	0.439	0.109	0.333	0.434	0.000	0.987	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Year	Company	Category	Market Cap(in B USD)	Revenue	Gross Profit	Net Income	Earning Per Share	EBITDA	Share Holder Equity	Cash Flow from Operating	Cash Flow from Investing	Cash Flow from Financial Activities	Current Ratio	Debt/Equity Ratio	ROE	ROA	ROI	Net Profit Margin	Free Cash Flow per Share	Return on Tangible Equity	Number of Employees	Inflation Rate(in US)
0	2022	AAPL	IT	2066.94	394328.0	170782.0	99803.0	6.1100	130541.0	50672.0	122151.0	-22354.0	-110749.0	0.8794	2.3695	196.9589	28.2924	66.6994	25.3096	1.3146	196.9589	164000	8.0028
1	2021	AAPL	IT	2913.28	365817.0	152836.0	94680.0	5.6100	120233.0	63090.0	104038.0	-14545.0	-93353.0	1.0746	1.9768	150.0713	26.9742	54.9839	25.8818	1.3261	150.0713	154000	4.6979
2	2020	AAPL	IT	2255.97	274515.0	104956.0	57411.0	3.2800	77344.0	65339.0	80674.0	-4289.0	-86820.0	1.3636	1.7208	87.8664	17.7256	35.0054	20.9136	1.0183	87.8664	147000	1.2336
3	2019	AAPL	IT	1304.76	260174.0	98392.0	55256.0	2.9700	76477.0	90488.0	69391.0	45896.0	-90976.0	1.5401	1.1940	61.0645	16.3230	30.3113	21.2381	-0.0388	61.0645	137000	1.8122
4	2018	AAPL	IT	748.54	265595.0	101839.0	59531.0	2.9800	81801.0	107147.0	77434.0	16066.0	-87876.0	1.1329	1.0685	55.5601	16.2775	29.6348	22.4142	0.7414	55.5601	132000	2.4426
5	2017	AAPL	IT	868.87	229234.0	88186.0	48351.0	2.3025	71501.0	134047.0	64225.0	-46446.0	-17974.0	1.2761	0.8630	36.0702	12.8826	20.9082	21.0924	0.0330	36.0702	123000	2.1301
6	2016	AAPL	IT	617.59	215639.0	84263.0	45687.0	2.0775	70529.0	128249.0	66231.0	-45977.0	-20890.0	1.3527	0.6786	35.6237	14.2024	22.4312	21.1868	-0.5901	38.1906	116000	1.2616
7	2015	AAPL	IT	586.86	233715.0	93626.0	53394.0	2.3050	82487.0	119355.0	81266.0	-56274.0	-17716.0	1.1088	0.5390	44.7355	18.3899	30.9201	22.8458	0.9743	48.3878	110000	0.1186
8	2014	AAPL	IT	647.36	182795.0	70537.0	39510.0	1.6125	60449.0	111547.0	59713.0	-22579.0	-37549.0	1.0801	0.3164	35.4201	17.0420	28.1142	21.6144	0.3032	38.4380	97000	1.6222
9	2013	AAPL	IT	504.79	170910.0	64304.0	37037.0	1.4200	55756.0	123549.0	53666.0	-33774.0	-16379.0	1.6786	0.1373	29.9776	17.8923	26.3592	21.6705	0.1363	31.4425	84400	1.4648

	Year	Company	Category	Market Cap(in B USD)	Revenue	Gross Profit	Net Income	Earning Per Share	EBITDA	Share Holder Equity	Cash Flow from Operating	Cash Flow from Investing	Cash Flow from Financial Activities	Current Ratio	Debt/Equity Ratio	ROE	ROA	ROI	Net Profit Margin	Free Cash Flow per Share	Return on Tangible Equity	Number of Employees	Inflation Rate(in US)
151	2018	AMZN	LOGI	734.42	232887.0	93731.0	10073.0	1.0070	27762.0	43549.0	30723.0	-12369.0	-7686.0	1.0981	0.5395	23.1303	6.1931	15.0245	4.3253	1.0975	34.7333	647500	2.4426
152	2017	AMZN	LOGI	563.54	177866.0	65932.0	3033.0	0.3075	15584.0	27709.0	18365.0	-27084.0	9928.0	1.0400	0.8930	10.9459	2.3098	5.7824	1.7052	-0.2387	21.1226	566000	2.1301
153	2016	AMZN	LOGI	356.31	135987.0	47722.0	2371.0	0.2450	12302.0	19285.0	17203.0	-9516.0	-3716.0	1.0448	0.3990	12.2945	2.8429	8.7883	1.7435	0.3003	15.2958	341400	1.2616
154	2015	AMZN	LOGI	316.83	107006.0	35355.0	596.0	0.0625	8514.0	13384.0	12039.0	-6450.0	-3882.0	1.0536	0.6147	4.4531	0.9205	2.7579	0.5570	0.5700	6.1922	230800	0.1186
155	2014	AMZN	LOGI	143.70	88988.0	26236.0	-241.0	-0.0260	4924.0	10741.0	6842.0	-5065.0	4432.0	1.1153	0.7695	-2.2437	-0.4422	-1.2680	-0.2708	-0.0075	-3.2471	154100	1.6222
156	2013	AMZN	LOGI	182.54	74452.0	20271.0	274.0	0.0295	3998.0	9746.0	5475.0	-4276.0	-539.0	1.0716	0.3274	2.8114	0.6823	2.1180	0.3680	0.1748	3.8641	117300	1.4648
157	2012	AMZN	LOGI	113.63	61093.0	15122.0	-39.0	-0.0045	2835.0	8192.0	4180.0	-3595.0	2259.0	1.1207	0.3765	-0.4761	-0.1198	-0.3459	-0.0638	-0.1833	-0.6915	88400	2.0693
158	2011	AMZN	LOGI	78.72	48077.0	10789.0	631.0	0.0685	1945.0	7757.0	3903.0	-1930.0	-482.0	1.1741	0.0329	8.1346	2.4962	7.8757	1.3125	-0.0490	10.8756	56200	3.1568
159	2010	AMZN	LOGI	80.79	34204.0	7643.0	1152.0	0.1265	1974.0	6864.0	3495.0	-3360.0	181.0	1.3254	0.2274	16.7832	6.1286	13.6736	3.3680	-0.0544	20.8885	33700	1.6400
160	2009	AMZN	LOGI	58.24	24509.0	5531.0	902.0	0.1020	1507.0	5257.0	3293.0	-2337.0	-280.0	1.3304	0.2007	17.1581	6.5301	17.1581	3.6803	0.3303	22.4211	24300	-0.3555

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample